Performance Bounds for Single-Bit AOA-Based RF Source Localization

Multiple antenna arrays capable of estimating the angle of arrival (AOA) can be used to determine the position of a signal source in space. To reduce computational complexity and hardware costs, such arrays can employ single-bit analog-to-digital converters (ADCs). This work investigates the performance of 2D AOA-based localization by deriving the Cramér-Rao Lower Bound (CRLB) for both unquantized and single-bit quantized measurements. It shows that single-bit quantization results in a decrease in the localisation performance, which is more pronounced at high signal-to-noise ratios (SNRs).

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Publication Details

Published
2025-03-12
DOI
https://doi.org/10.1109/icassp49660.2025.10890063
Citations
1
Primary Topic
Indoor and Outdoor Localization Technologies
Type
article
Field-Weighted Citation Impact
0.73
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Performance Bounds for Single-Bit AOA-Based RF Source Localization

Anastasia Lavrenko, André B.J. Kokkeler, Shaunak Kubal
1 citations
Indoor and Outdoor Localization Technologies
0.73
article

Performance Bounds for Single-Bit AOA-Based RF Source Localization

Anastasia Lavrenko, André B.J. Kokkeler, Shaunak Kubal
article en
1 citations

Abstract

Multiple antenna arrays capable of estimating the angle of arrival (AOA) can be used to determine the position of a signal source in space. To reduce computational complexity and hardware costs, such arrays can employ single-bit analog-to-digital converters (ADCs). This work investigates the performance of 2D AOA-based localization by deriving the Cramér-Rao Lower Bound (CRLB) for both unquantized and single-bit quantized measurements. It shows that single-bit quantization results in a decrease in the localisation performance, which is more pronounced at high signal-to-noise ratios (SNRs).

University of Twente (NL)
Openalex Percentile: Top 31%
Indoor and Outdoor Localization Technologies
0.73
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